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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
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clickworker
✓ verifiedPaid
Crowdsourcing platform using 8M+ global workers to deliver AI training data, labeling, surveys, testing and store checks.
1.8M visits/mo
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Text2SQL
✓ verifiedPaid
AI tool that converts natural-language questions into SQL queries, sold via a Lemon Squeezy storefront with tiered pricing.
20K visits/mo14K saves
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Defog
✓ verifiedPaid
Enterprise text-to-SQL AI data analyst built on the SQLCoder model, for private, accurate natural-language querying of databases.
7.0K saves
Pricing
No public pricing
No public pricing
Text2SQL.AI: $7.00-$48.00
Text2SQL.AI Pro: $29.00-$228.00
Free trial available
Enterprise (Cloud Hosted): $5,000/mo (20,000+ queries/mo)
Core features
- ✦Fast tensor operations
- ✦Differentiable tensors for gradient-based optimization
- ✦Network connectivity
- ✦Integration with Bun and Flashlight
- ✦Support for GPU computation with CUDA (Linux) and CPU computation (macOS)
- ✦8M+ verified global crowd
- ✦AI training data (image/video/audio/text) and annotation
- ✦Survey tools and respondents
- ✦Store checks and mystery shopping
- ✦Crowdtesting (web/app/games)
- ✦Tagging and categorization
- ✦Managed or self-service plus API
- ✦Natural language to SQL query generation
- ✦Standard and Pro subscription tiers
- ✦Checkout and billing via Lemon Squeezy
- ✦Natural-language querying of databases and CSVs
- ✦SQLCoder text-to-SQL model (privacy-preserving)
- ✦Connectors to Postgres, Snowflake and more
- ✦Learns from user feedback and preferences
- ✦Interpretable, explainable results
- ✦Self-hosted or cloud deployment options
Use cases
- →Creating and manipulating datasets
- →Training small machine learning models
- →Implementing advanced training and inference logic
- →Building applications that require tensor computations
- →Sourcing AI training and labeled datasets
- →Running surveys and market research
- →Point-of-sale store checks
- →Crowdtesting apps and websites
- →Generating SQL queries without writing raw syntax
- →Helping non-technical users query databases
- →Speeding up ad hoc data lookups for analysts
- →Self-service data analysis for non-analysts
- →Ad hoc drill-downs without writing SQL
- →Exploring hypotheses across company data
- →Deploying a private, on-prem AI analyst
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